{"id":"W4251297528","doi":"10.26686/wgtn.12469859","title":"Decline in New Zealand's freshwater fish fauna: Effect of land use","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Sveučilište u Zagrebu","keywords":"Index of biological integrity; Threatened species; Fauna; Freshwater fish; Geography; Land cover; Abundance (ecology); Drainage basin; Vegetation (pathology); Ecology; Pasture; Fish <Actinopterygii>; Land use; Fishery; Environmental science; Biology; Forestry; Habitat","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005088419,0.0001909375,0.000208691,0.001134339,0.0003032222,0.0009180952,0.0002316637,0.0001748852,0.005639063],"category_scores_gemma":[0.002068249,0.0001399843,0.0002913998,0.001840002,0.0005630624,0.000697827,0.0004799702,0.0002962784,0.0006361642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512387,"about_ca_system_score_gemma":0.00105739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4077169,"about_ca_topic_score_gemma":0.475623,"domain_scores_codex":[0.9996855,0.00003078489,0.00002973921,0.00006141241,0.0001412511,0.00005127803],"domain_scores_gemma":[0.9987538,0.00008432498,0.0005954286,0.00005584129,0.0003085265,0.0002020871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000156249,0.00002361296,0.9744424,0.00008529807,0.0001099694,0.0001072439,0.0005505425,0.0001803783,0.001219409,0.00005854657,0.001950342,0.02111608],"study_design_scores_gemma":[8.286693e-7,0.000006639203,0.9994967,0.000002803042,0.000002563112,0.0000116179,0.00007224785,0.00002842727,0.00001304812,0.000002960399,0.0003615865,6.112637e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914919,0.0005940851,0.00006998391,0.0002916703,0.000007368207,0.00001297112,0.003724328,0.00001211589,0.003795696],"genre_scores_gemma":[0.9937688,0.0006096314,0.0001028534,0.00004999232,0.00001093076,0.00001598526,0.002707487,0.000009616676,0.002724704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4077169,"threshold_uncertainty_score":0.8106874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435105484926808,"score_gpt":0.2352105283405531,"score_spread":0.220859473491285,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}